{
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   "language": "python",
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   "name": "python3"
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 },
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 "cells": [
  {
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:56.358704Z",
     "iopub.execute_input": "2023-10-21T15:02:56.359440Z",
     "iopub.status.idle": "2023-10-21T15:02:58.917541Z",
     "shell.execute_reply.started": "2023-10-21T15:02:56.359400Z",
     "shell.execute_reply": "2023-10-21T15:02:58.916531Z"
    },
    "trusted": true
   },
   "execution_count": 1,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Use the followinf Data to make a Machine Learning Model to predict Credit card Approval**"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "source": [
    "df = pd.read_csv('/kaggle/input/credit-card-approval/cc_approvals.data',header=None)\n",
    "\n",
    "cols = ['Gender','Age','Debt','Married','BankCustomer','EducationLevel','Ethnicity',\n",
    "        'YearsEmployed','PriorDefault','Employed','CreditScore','DriversLicense','Citizen',\n",
    "        'ZipCode','Income','ApprovalStatus']\n",
    "\n",
    "df.columns = cols\n",
    "df.head()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:58.919616Z",
     "iopub.execute_input": "2023-10-21T15:02:58.920958Z",
     "iopub.status.idle": "2023-10-21T15:02:58.989274Z",
     "shell.execute_reply.started": "2023-10-21T15:02:58.920896Z",
     "shell.execute_reply": "2023-10-21T15:02:58.988095Z"
    },
    "trusted": true
   },
   "execution_count": 2,
   "outputs": [
    {
     "execution_count": 2,
     "output_type": "execute_result",
     "data": {
      "text/plain": "  Gender    Age   Debt Married BankCustomer EducationLevel Ethnicity  \\\n0      b  30.83  0.000       u            g              w         v   \n1      a  58.67  4.460       u            g              q         h   \n2      a  24.50  0.500       u            g              q         h   \n3      b  27.83  1.540       u            g              w         v   \n4      b  20.17  5.625       u            g              w         v   \n\n   YearsEmployed PriorDefault Employed  CreditScore DriversLicense Citizen  \\\n0           1.25            t        t            1              f       g   \n1           3.04            t        t            6              f       g   \n2           1.50            t        f            0              f       g   \n3           3.75            t        t            5              t       g   \n4           1.71            t        f            0              f       s   \n\n  ZipCode  Income ApprovalStatus  \n0   00202       0              +  \n1   00043     560              +  \n2   00280     824              +  \n3   00100       3              +  \n4   00120       0              +  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Gender</th>\n      <th>Age</th>\n      <th>Debt</th>\n      <th>Married</th>\n      <th>BankCustomer</th>\n      <th>EducationLevel</th>\n      <th>Ethnicity</th>\n      <th>YearsEmployed</th>\n      <th>PriorDefault</th>\n      <th>Employed</th>\n      <th>CreditScore</th>\n      <th>DriversLicense</th>\n      <th>Citizen</th>\n      <th>ZipCode</th>\n      <th>Income</th>\n      <th>ApprovalStatus</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>b</td>\n      <td>30.83</td>\n      <td>0.000</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>1.25</td>\n      <td>t</td>\n      <td>t</td>\n      <td>1</td>\n      <td>f</td>\n      <td>g</td>\n      <td>00202</td>\n      <td>0</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>a</td>\n      <td>58.67</td>\n      <td>4.460</td>\n      <td>u</td>\n      <td>g</td>\n      <td>q</td>\n      <td>h</td>\n      <td>3.04</td>\n      <td>t</td>\n      <td>t</td>\n      <td>6</td>\n      <td>f</td>\n      <td>g</td>\n      <td>00043</td>\n      <td>560</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>a</td>\n      <td>24.50</td>\n      <td>0.500</td>\n      <td>u</td>\n      <td>g</td>\n      <td>q</td>\n      <td>h</td>\n      <td>1.50</td>\n      <td>t</td>\n      <td>f</td>\n      <td>0</td>\n      <td>f</td>\n      <td>g</td>\n      <td>00280</td>\n      <td>824</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>b</td>\n      <td>27.83</td>\n      <td>1.540</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>3.75</td>\n      <td>t</td>\n      <td>t</td>\n      <td>5</td>\n      <td>t</td>\n      <td>g</td>\n      <td>00100</td>\n      <td>3</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>b</td>\n      <td>20.17</td>\n      <td>5.625</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>1.71</td>\n      <td>t</td>\n      <td>f</td>\n      <td>0</td>\n      <td>f</td>\n      <td>s</td>\n      <td>00120</td>\n      <td>0</td>\n      <td>+</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df.isnull().sum()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:58.991012Z",
     "iopub.execute_input": "2023-10-21T15:02:58.991733Z",
     "iopub.status.idle": "2023-10-21T15:02:59.005853Z",
     "shell.execute_reply.started": "2023-10-21T15:02:58.991691Z",
     "shell.execute_reply": "2023-10-21T15:02:59.004510Z"
    },
    "trusted": true
   },
   "execution_count": 3,
   "outputs": [
    {
     "execution_count": 3,
     "output_type": "execute_result",
     "data": {
      "text/plain": "Gender            0\nAge               0\nDebt              0\nMarried           0\nBankCustomer      0\nEducationLevel    0\nEthnicity         0\nYearsEmployed     0\nPriorDefault      0\nEmployed          0\nCreditScore       0\nDriversLicense    0\nCitizen           0\nZipCode           0\nIncome            0\nApprovalStatus    0\ndtype: int64"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df.dtypes"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.012075Z",
     "iopub.execute_input": "2023-10-21T15:02:59.013523Z",
     "iopub.status.idle": "2023-10-21T15:02:59.028548Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.013466Z",
     "shell.execute_reply": "2023-10-21T15:02:59.027051Z"
    },
    "trusted": true
   },
   "execution_count": 4,
   "outputs": [
    {
     "execution_count": 4,
     "output_type": "execute_result",
     "data": {
      "text/plain": "Gender             object\nAge                object\nDebt              float64\nMarried            object\nBankCustomer       object\nEducationLevel     object\nEthnicity          object\nYearsEmployed     float64\nPriorDefault       object\nEmployed           object\nCreditScore         int64\nDriversLicense     object\nCitizen            object\nZipCode            object\nIncome              int64\nApprovalStatus     object\ndtype: object"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df.shape"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.030864Z",
     "iopub.execute_input": "2023-10-21T15:02:59.031829Z",
     "iopub.status.idle": "2023-10-21T15:02:59.045930Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.031783Z",
     "shell.execute_reply": "2023-10-21T15:02:59.044523Z"
    },
    "trusted": true
   },
   "execution_count": 5,
   "outputs": [
    {
     "execution_count": 5,
     "output_type": "execute_result",
     "data": {
      "text/plain": "(690, 16)"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "(df == '?').sum()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.048056Z",
     "iopub.execute_input": "2023-10-21T15:02:59.048933Z",
     "iopub.status.idle": "2023-10-21T15:02:59.073808Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.048889Z",
     "shell.execute_reply": "2023-10-21T15:02:59.072126Z"
    },
    "trusted": true
   },
   "execution_count": 6,
   "outputs": [
    {
     "execution_count": 6,
     "output_type": "execute_result",
     "data": {
      "text/plain": "Gender            12\nAge               12\nDebt               0\nMarried            6\nBankCustomer       6\nEducationLevel     9\nEthnicity          9\nYearsEmployed      0\nPriorDefault       0\nEmployed           0\nCreditScore        0\nDriversLicense     0\nCitizen            0\nZipCode           13\nIncome             0\nApprovalStatus     0\ndtype: int64"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "#convert all '?' into null or blank cells\n",
    "df1 = df.applymap(lambda x: np.nan if x == '?' else x)\n",
    "df1.head()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.075963Z",
     "iopub.execute_input": "2023-10-21T15:02:59.076455Z",
     "iopub.status.idle": "2023-10-21T15:02:59.125341Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.076412Z",
     "shell.execute_reply": "2023-10-21T15:02:59.123996Z"
    },
    "trusted": true
   },
   "execution_count": 7,
   "outputs": [
    {
     "execution_count": 7,
     "output_type": "execute_result",
     "data": {
      "text/plain": "  Gender    Age   Debt Married BankCustomer EducationLevel Ethnicity  \\\n0      b  30.83  0.000       u            g              w         v   \n1      a  58.67  4.460       u            g              q         h   \n2      a  24.50  0.500       u            g              q         h   \n3      b  27.83  1.540       u            g              w         v   \n4      b  20.17  5.625       u            g              w         v   \n\n   YearsEmployed PriorDefault Employed  CreditScore DriversLicense Citizen  \\\n0           1.25            t        t            1              f       g   \n1           3.04            t        t            6              f       g   \n2           1.50            t        f            0              f       g   \n3           3.75            t        t            5              t       g   \n4           1.71            t        f            0              f       s   \n\n  ZipCode  Income ApprovalStatus  \n0   00202       0              +  \n1   00043     560              +  \n2   00280     824              +  \n3   00100       3              +  \n4   00120       0              +  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Gender</th>\n      <th>Age</th>\n      <th>Debt</th>\n      <th>Married</th>\n      <th>BankCustomer</th>\n      <th>EducationLevel</th>\n      <th>Ethnicity</th>\n      <th>YearsEmployed</th>\n      <th>PriorDefault</th>\n      <th>Employed</th>\n      <th>CreditScore</th>\n      <th>DriversLicense</th>\n      <th>Citizen</th>\n      <th>ZipCode</th>\n      <th>Income</th>\n      <th>ApprovalStatus</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>b</td>\n      <td>30.83</td>\n      <td>0.000</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>1.25</td>\n      <td>t</td>\n      <td>t</td>\n      <td>1</td>\n      <td>f</td>\n      <td>g</td>\n      <td>00202</td>\n      <td>0</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>a</td>\n      <td>58.67</td>\n      <td>4.460</td>\n      <td>u</td>\n      <td>g</td>\n      <td>q</td>\n      <td>h</td>\n      <td>3.04</td>\n      <td>t</td>\n      <td>t</td>\n      <td>6</td>\n      <td>f</td>\n      <td>g</td>\n      <td>00043</td>\n      <td>560</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>a</td>\n      <td>24.50</td>\n      <td>0.500</td>\n      <td>u</td>\n      <td>g</td>\n      <td>q</td>\n      <td>h</td>\n      <td>1.50</td>\n      <td>t</td>\n      <td>f</td>\n      <td>0</td>\n      <td>f</td>\n      <td>g</td>\n      <td>00280</td>\n      <td>824</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>b</td>\n      <td>27.83</td>\n      <td>1.540</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>3.75</td>\n      <td>t</td>\n      <td>t</td>\n      <td>5</td>\n      <td>t</td>\n      <td>g</td>\n      <td>00100</td>\n      <td>3</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>b</td>\n      <td>20.17</td>\n      <td>5.625</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>1.71</td>\n      <td>t</td>\n      <td>f</td>\n      <td>0</td>\n      <td>f</td>\n      <td>s</td>\n      <td>00120</td>\n      <td>0</td>\n      <td>+</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df1.isnull().sum()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.127026Z",
     "iopub.execute_input": "2023-10-21T15:02:59.129956Z",
     "iopub.status.idle": "2023-10-21T15:02:59.144138Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.129902Z",
     "shell.execute_reply": "2023-10-21T15:02:59.142747Z"
    },
    "trusted": true
   },
   "execution_count": 8,
   "outputs": [
    {
     "execution_count": 8,
     "output_type": "execute_result",
     "data": {
      "text/plain": "Gender            12\nAge               12\nDebt               0\nMarried            6\nBankCustomer       6\nEducationLevel     9\nEthnicity          9\nYearsEmployed      0\nPriorDefault       0\nEmployed           0\nCreditScore        0\nDriversLicense     0\nCitizen            0\nZipCode           13\nIncome             0\nApprovalStatus     0\ndtype: int64"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "#%ge of data we may loose if we drop rows with null values\n",
    "\n",
    "(len(df1) - len(df1.dropna()))/len(df1)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.146046Z",
     "iopub.execute_input": "2023-10-21T15:02:59.148473Z",
     "iopub.status.idle": "2023-10-21T15:02:59.173323Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.148324Z",
     "shell.execute_reply": "2023-10-21T15:02:59.172106Z"
    },
    "trusted": true
   },
   "execution_count": 9,
   "outputs": [
    {
     "execution_count": 9,
     "output_type": "execute_result",
     "data": {
      "text/plain": "0.0536231884057971"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2 = df1.dropna()     #drops all the rows with null values"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.179715Z",
     "iopub.execute_input": "2023-10-21T15:02:59.180528Z",
     "iopub.status.idle": "2023-10-21T15:02:59.190773Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.180479Z",
     "shell.execute_reply": "2023-10-21T15:02:59.189101Z"
    },
    "trusted": true
   },
   "execution_count": 10,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "df2['Age'] = df2['Age'].astype(float)\n",
    "df2['ZipCode'] = df2['ZipCode'].astype(int)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.193552Z",
     "iopub.execute_input": "2023-10-21T15:02:59.194636Z",
     "iopub.status.idle": "2023-10-21T15:02:59.210662Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.194583Z",
     "shell.execute_reply": "2023-10-21T15:02:59.209059Z"
    },
    "trusted": true
   },
   "execution_count": 11,
   "outputs": [
    {
     "name": "stderr",
     "text": "/tmp/ipykernel_32/509429010.py:1: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  df2['Age'] = df2['Age'].astype(float)\n/tmp/ipykernel_32/509429010.py:2: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  df2['ZipCode'] = df2['ZipCode'].astype(int)\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2.head()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.212814Z",
     "iopub.execute_input": "2023-10-21T15:02:59.213666Z",
     "iopub.status.idle": "2023-10-21T15:02:59.246475Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.213621Z",
     "shell.execute_reply": "2023-10-21T15:02:59.245296Z"
    },
    "trusted": true
   },
   "execution_count": 12,
   "outputs": [
    {
     "execution_count": 12,
     "output_type": "execute_result",
     "data": {
      "text/plain": "  Gender    Age   Debt Married BankCustomer EducationLevel Ethnicity  \\\n0      b  30.83  0.000       u            g              w         v   \n1      a  58.67  4.460       u            g              q         h   \n2      a  24.50  0.500       u            g              q         h   \n3      b  27.83  1.540       u            g              w         v   \n4      b  20.17  5.625       u            g              w         v   \n\n   YearsEmployed PriorDefault Employed  CreditScore DriversLicense Citizen  \\\n0           1.25            t        t            1              f       g   \n1           3.04            t        t            6              f       g   \n2           1.50            t        f            0              f       g   \n3           3.75            t        t            5              t       g   \n4           1.71            t        f            0              f       s   \n\n   ZipCode  Income ApprovalStatus  \n0      202       0              +  \n1       43     560              +  \n2      280     824              +  \n3      100       3              +  \n4      120       0              +  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Gender</th>\n      <th>Age</th>\n      <th>Debt</th>\n      <th>Married</th>\n      <th>BankCustomer</th>\n      <th>EducationLevel</th>\n      <th>Ethnicity</th>\n      <th>YearsEmployed</th>\n      <th>PriorDefault</th>\n      <th>Employed</th>\n      <th>CreditScore</th>\n      <th>DriversLicense</th>\n      <th>Citizen</th>\n      <th>ZipCode</th>\n      <th>Income</th>\n      <th>ApprovalStatus</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>b</td>\n      <td>30.83</td>\n      <td>0.000</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>1.25</td>\n      <td>t</td>\n      <td>t</td>\n      <td>1</td>\n      <td>f</td>\n      <td>g</td>\n      <td>202</td>\n      <td>0</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>a</td>\n      <td>58.67</td>\n      <td>4.460</td>\n      <td>u</td>\n      <td>g</td>\n      <td>q</td>\n      <td>h</td>\n      <td>3.04</td>\n      <td>t</td>\n      <td>t</td>\n      <td>6</td>\n      <td>f</td>\n      <td>g</td>\n      <td>43</td>\n      <td>560</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>a</td>\n      <td>24.50</td>\n      <td>0.500</td>\n      <td>u</td>\n      <td>g</td>\n      <td>q</td>\n      <td>h</td>\n      <td>1.50</td>\n      <td>t</td>\n      <td>f</td>\n      <td>0</td>\n      <td>f</td>\n      <td>g</td>\n      <td>280</td>\n      <td>824</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>b</td>\n      <td>27.83</td>\n      <td>1.540</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>3.75</td>\n      <td>t</td>\n      <td>t</td>\n      <td>5</td>\n      <td>t</td>\n      <td>g</td>\n      <td>100</td>\n      <td>3</td>\n      <td>+</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>b</td>\n      <td>20.17</td>\n      <td>5.625</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>1.71</td>\n      <td>t</td>\n      <td>f</td>\n      <td>0</td>\n      <td>f</td>\n      <td>s</td>\n      <td>120</td>\n      <td>0</td>\n      <td>+</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2['ApprovalStatus'].unique()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.247974Z",
     "iopub.execute_input": "2023-10-21T15:02:59.248983Z",
     "iopub.status.idle": "2023-10-21T15:02:59.264103Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.248937Z",
     "shell.execute_reply": "2023-10-21T15:02:59.262907Z"
    },
    "trusted": true
   },
   "execution_count": 13,
   "outputs": [
    {
     "execution_count": 13,
     "output_type": "execute_result",
     "data": {
      "text/plain": "array(['+', '-'], dtype=object)"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2['ApprovalStatus'] = df2['ApprovalStatus'].map({'+' : 1, '-' : 0})"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.266303Z",
     "iopub.execute_input": "2023-10-21T15:02:59.267562Z",
     "iopub.status.idle": "2023-10-21T15:02:59.280669Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.267511Z",
     "shell.execute_reply": "2023-10-21T15:02:59.279460Z"
    },
    "trusted": true
   },
   "execution_count": 14,
   "outputs": [
    {
     "name": "stderr",
     "text": "/tmp/ipykernel_32/2026905594.py:1: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n  df2['ApprovalStatus'] = df2['ApprovalStatus'].map({'+' : 1, '-' : 0})\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2.dtypes"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.282283Z",
     "iopub.execute_input": "2023-10-21T15:02:59.283685Z",
     "iopub.status.idle": "2023-10-21T15:02:59.299693Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.283564Z",
     "shell.execute_reply": "2023-10-21T15:02:59.298772Z"
    },
    "trusted": true
   },
   "execution_count": 15,
   "outputs": [
    {
     "execution_count": 15,
     "output_type": "execute_result",
     "data": {
      "text/plain": "Gender             object\nAge               float64\nDebt              float64\nMarried            object\nBankCustomer       object\nEducationLevel     object\nEthnicity          object\nYearsEmployed     float64\nPriorDefault       object\nEmployed           object\nCreditScore         int64\nDriversLicense     object\nCitizen            object\nZipCode             int64\nIncome              int64\nApprovalStatus      int64\ndtype: object"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "list(df2.columns[df2.dtypes == object])      #columns having non-numerical data"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.301248Z",
     "iopub.execute_input": "2023-10-21T15:02:59.302005Z",
     "iopub.status.idle": "2023-10-21T15:02:59.317166Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.301959Z",
     "shell.execute_reply": "2023-10-21T15:02:59.316015Z"
    },
    "trusted": true
   },
   "execution_count": 16,
   "outputs": [
    {
     "execution_count": 16,
     "output_type": "execute_result",
     "data": {
      "text/plain": "['Gender',\n 'Married',\n 'BankCustomer',\n 'EducationLevel',\n 'Ethnicity',\n 'PriorDefault',\n 'Employed',\n 'DriversLicense',\n 'Citizen']"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2_non_num  = df2[list(df2.columns[df2.dtypes == object])]\n",
    "df2_non_num.head()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.318682Z",
     "iopub.execute_input": "2023-10-21T15:02:59.319673Z",
     "iopub.status.idle": "2023-10-21T15:02:59.346633Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.319631Z",
     "shell.execute_reply": "2023-10-21T15:02:59.345386Z"
    },
    "trusted": true
   },
   "execution_count": 17,
   "outputs": [
    {
     "execution_count": 17,
     "output_type": "execute_result",
     "data": {
      "text/plain": "  Gender Married BankCustomer EducationLevel Ethnicity PriorDefault Employed  \\\n0      b       u            g              w         v            t        t   \n1      a       u            g              q         h            t        t   \n2      a       u            g              q         h            t        f   \n3      b       u            g              w         v            t        t   \n4      b       u            g              w         v            t        f   \n\n  DriversLicense Citizen  \n0              f       g  \n1              f       g  \n2              f       g  \n3              t       g  \n4              f       s  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Gender</th>\n      <th>Married</th>\n      <th>BankCustomer</th>\n      <th>EducationLevel</th>\n      <th>Ethnicity</th>\n      <th>PriorDefault</th>\n      <th>Employed</th>\n      <th>DriversLicense</th>\n      <th>Citizen</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>b</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>t</td>\n      <td>t</td>\n      <td>f</td>\n      <td>g</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>a</td>\n      <td>u</td>\n      <td>g</td>\n      <td>q</td>\n      <td>h</td>\n      <td>t</td>\n      <td>t</td>\n      <td>f</td>\n      <td>g</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>a</td>\n      <td>u</td>\n      <td>g</td>\n      <td>q</td>\n      <td>h</td>\n      <td>t</td>\n      <td>f</td>\n      <td>f</td>\n      <td>g</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>b</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>t</td>\n      <td>t</td>\n      <td>t</td>\n      <td>g</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>b</td>\n      <td>u</td>\n      <td>g</td>\n      <td>w</td>\n      <td>v</td>\n      <td>t</td>\n      <td>f</td>\n      <td>f</td>\n      <td>s</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2.columns"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.348163Z",
     "iopub.execute_input": "2023-10-21T15:02:59.348526Z",
     "iopub.status.idle": "2023-10-21T15:02:59.362482Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.348494Z",
     "shell.execute_reply": "2023-10-21T15:02:59.361276Z"
    },
    "trusted": true
   },
   "execution_count": 18,
   "outputs": [
    {
     "execution_count": 18,
     "output_type": "execute_result",
     "data": {
      "text/plain": "Index(['Gender', 'Age', 'Debt', 'Married', 'BankCustomer', 'EducationLevel',\n       'Ethnicity', 'YearsEmployed', 'PriorDefault', 'Employed', 'CreditScore',\n       'DriversLicense', 'Citizen', 'ZipCode', 'Income', 'ApprovalStatus'],\n      dtype='object')"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "list(df2.columns[(df2.dtypes == float) | (df2.dtypes == int)])  #Columns having numerical data"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.364278Z",
     "iopub.execute_input": "2023-10-21T15:02:59.365035Z",
     "iopub.status.idle": "2023-10-21T15:02:59.379741Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.364977Z",
     "shell.execute_reply": "2023-10-21T15:02:59.378279Z"
    },
    "trusted": true
   },
   "execution_count": 19,
   "outputs": [
    {
     "execution_count": 19,
     "output_type": "execute_result",
     "data": {
      "text/plain": "['Age',\n 'Debt',\n 'YearsEmployed',\n 'CreditScore',\n 'ZipCode',\n 'Income',\n 'ApprovalStatus']"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2_num = df2[list(df2.columns[(df2.dtypes == float) | (df2.dtypes == int)])]\n",
    "df2_num.head()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.381649Z",
     "iopub.execute_input": "2023-10-21T15:02:59.382410Z",
     "iopub.status.idle": "2023-10-21T15:02:59.409105Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.382365Z",
     "shell.execute_reply": "2023-10-21T15:02:59.407841Z"
    },
    "trusted": true
   },
   "execution_count": 20,
   "outputs": [
    {
     "execution_count": 20,
     "output_type": "execute_result",
     "data": {
      "text/plain": "     Age   Debt  YearsEmployed  CreditScore  ZipCode  Income  ApprovalStatus\n0  30.83  0.000           1.25            1      202       0               1\n1  58.67  4.460           3.04            6       43     560               1\n2  24.50  0.500           1.50            0      280     824               1\n3  27.83  1.540           3.75            5      100       3               1\n4  20.17  5.625           1.71            0      120       0               1",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Age</th>\n      <th>Debt</th>\n      <th>YearsEmployed</th>\n      <th>CreditScore</th>\n      <th>ZipCode</th>\n      <th>Income</th>\n      <th>ApprovalStatus</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>30.83</td>\n      <td>0.000</td>\n      <td>1.25</td>\n      <td>1</td>\n      <td>202</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>58.67</td>\n      <td>4.460</td>\n      <td>3.04</td>\n      <td>6</td>\n      <td>43</td>\n      <td>560</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>24.50</td>\n      <td>0.500</td>\n      <td>1.50</td>\n      <td>0</td>\n      <td>280</td>\n      <td>824</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>27.83</td>\n      <td>1.540</td>\n      <td>3.75</td>\n      <td>5</td>\n      <td>100</td>\n      <td>3</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>20.17</td>\n      <td>5.625</td>\n      <td>1.71</td>\n      <td>0</td>\n      <td>120</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2.groupby('ApprovalStatus')['Age'].agg(['mean','median','max','min'])"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.411092Z",
     "iopub.execute_input": "2023-10-21T15:02:59.412206Z",
     "iopub.status.idle": "2023-10-21T15:02:59.441150Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.412157Z",
     "shell.execute_reply": "2023-10-21T15:02:59.439771Z"
    },
    "trusted": true
   },
   "execution_count": 21,
   "outputs": [
    {
     "execution_count": 21,
     "output_type": "execute_result",
     "data": {
      "text/plain": "                     mean  median    max    min\nApprovalStatus                                 \n0               29.562269   26.92  74.83  15.17\n1               33.845473   31.04  76.75  13.75",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>mean</th>\n      <th>median</th>\n      <th>max</th>\n      <th>min</th>\n    </tr>\n    <tr>\n      <th>ApprovalStatus</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>29.562269</td>\n      <td>26.92</td>\n      <td>74.83</td>\n      <td>15.17</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>33.845473</td>\n      <td>31.04</td>\n      <td>76.75</td>\n      <td>13.75</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2.groupby('ApprovalStatus')['Age'].agg(['mean','median','max','min']).plot.bar()\n",
    "plt.show()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.442941Z",
     "iopub.execute_input": "2023-10-21T15:02:59.443518Z",
     "iopub.status.idle": "2023-10-21T15:02:59.844668Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.443474Z",
     "shell.execute_reply": "2023-10-21T15:02:59.843321Z"
    },
    "trusted": true
   },
   "execution_count": 22,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "sns.boxplot(data = df2 , x = 'ApprovalStatus' , y = 'Age')\n",
    "plt.show()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:02:59.846404Z",
     "iopub.execute_input": "2023-10-21T15:02:59.847544Z",
     "iopub.status.idle": "2023-10-21T15:03:00.107990Z",
     "shell.execute_reply.started": "2023-10-21T15:02:59.847506Z",
     "shell.execute_reply": "2023-10-21T15:03:00.106660Z"
    },
    "trusted": true
   },
   "execution_count": 23,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "#Break the data into two parts => Card not Approved & Card Approved\n",
    "\n",
    "df2_a0 = df2[df2['ApprovalStatus'] == 0]\n",
    "df2_a1 = df2[df2['ApprovalStatus'] == 1]"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.109980Z",
     "iopub.execute_input": "2023-10-21T15:03:00.110823Z",
     "iopub.status.idle": "2023-10-21T15:03:00.120815Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.110775Z",
     "shell.execute_reply": "2023-10-21T15:03:00.119191Z"
    },
    "trusted": true
   },
   "execution_count": 24,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "#Outlier analysis for data where card is not approved\n",
    "\n",
    "q1 = np.percentile(df2_a0['Age'],25)\n",
    "q3 = np.percentile(df2_a0['Age'],75)\n",
    "print(q3 , q1)\n",
    "print()\n",
    "iqr = q3 - q1\n",
    "print(iqr)\n",
    "print()\n",
    "lf = q1 - 1.5 * iqr\n",
    "uf = q3 + 1.5 * iqr\n",
    "print(lf , uf)\n",
    "print()\n",
    "percentage_of_outlier_0 = ((df2_a0['Age'] > uf) | (df2_a0['Age'] < lf)).sum()/len(df2)\n",
    "print(percentage_of_outlier_0)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.122508Z",
     "iopub.execute_input": "2023-10-21T15:03:00.123228Z",
     "iopub.status.idle": "2023-10-21T15:03:00.148071Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.123185Z",
     "shell.execute_reply": "2023-10-21T15:03:00.146585Z"
    },
    "trusted": true
   },
   "execution_count": 25,
   "outputs": [
    {
     "name": "stdout",
     "text": "34.83 21.92\n\n12.909999999999997\n\n2.555000000000007 54.19499999999999\n\n0.018376722817764167\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2_a0.shape"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.149933Z",
     "iopub.execute_input": "2023-10-21T15:03:00.150858Z",
     "iopub.status.idle": "2023-10-21T15:03:00.167446Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.150745Z",
     "shell.execute_reply": "2023-10-21T15:03:00.164604Z"
    },
    "trusted": true
   },
   "execution_count": 26,
   "outputs": [
    {
     "execution_count": 26,
     "output_type": "execute_result",
     "data": {
      "text/plain": "(357, 16)"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df2_a1.shape"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.169234Z",
     "iopub.execute_input": "2023-10-21T15:03:00.170094Z",
     "iopub.status.idle": "2023-10-21T15:03:00.185103Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.170054Z",
     "shell.execute_reply": "2023-10-21T15:03:00.183623Z"
    },
    "trusted": true
   },
   "execution_count": 27,
   "outputs": [
    {
     "execution_count": 27,
     "output_type": "execute_result",
     "data": {
      "text/plain": "(296, 16)"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "* remove data came under outlier category for class 0, i.e. when card was not approved"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "source": [
    "#updating data after removing outliers\n",
    "df2_a0 = df2_a0[~((df2_a0['Age'] > uf) | (df2_a0['Age'] < lf))]"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.193631Z",
     "iopub.execute_input": "2023-10-21T15:03:00.194058Z",
     "iopub.status.idle": "2023-10-21T15:03:00.202372Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.194024Z",
     "shell.execute_reply": "2023-10-21T15:03:00.200688Z"
    },
    "trusted": true
   },
   "execution_count": 28,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "df2_a0.shape"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.204188Z",
     "iopub.execute_input": "2023-10-21T15:03:00.205135Z",
     "iopub.status.idle": "2023-10-21T15:03:00.218343Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.205099Z",
     "shell.execute_reply": "2023-10-21T15:03:00.217410Z"
    },
    "trusted": true
   },
   "execution_count": 29,
   "outputs": [
    {
     "execution_count": 29,
     "output_type": "execute_result",
     "data": {
      "text/plain": "(345, 16)"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "#Outlier analysis for data where card is approved\n",
    "\n",
    "q1 = np.percentile(df2_a1['Age'],25)\n",
    "q3 = np.percentile(df2_a1['Age'],75)\n",
    "print(q3 , q1)\n",
    "print()\n",
    "iqr = q3 - q1\n",
    "print(iqr)\n",
    "print()\n",
    "lf = q1 - 1.5 * iqr       #lower fence\n",
    "uf = q3 + 1.5 * iqr       #upper fence\n",
    "print(lf , uf)\n",
    "print()\n",
    "percentage_of_outlier_1 = ((df2_a1['Age'] > uf) | (df2_a1['Age'] < lf)).sum()/len(df2)\n",
    "print(percentage_of_outlier_1)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.219684Z",
     "iopub.execute_input": "2023-10-21T15:03:00.220827Z",
     "iopub.status.idle": "2023-10-21T15:03:00.235809Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.220772Z",
     "shell.execute_reply": "2023-10-21T15:03:00.234660Z"
    },
    "trusted": true
   },
   "execution_count": 30,
   "outputs": [
    {
     "name": "stdout",
     "text": "41.44 23.25\n\n18.189999999999998\n\n-4.034999999999997 68.725\n\n0.0030627871362940277\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "* remove data came under outlier category for class 1, i.e. when card was approved"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "source": [
    "#updating data without outliers\n",
    "\n",
    "df2_a1 = df2_a1[~((df2_a1['Age'] > uf) | (df2_a1['Age'] < lf))]"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.237824Z",
     "iopub.execute_input": "2023-10-21T15:03:00.239015Z",
     "iopub.status.idle": "2023-10-21T15:03:00.248186Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.238970Z",
     "shell.execute_reply": "2023-10-21T15:03:00.247146Z"
    },
    "trusted": true
   },
   "execution_count": 31,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "df2_a1.shape"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.249799Z",
     "iopub.execute_input": "2023-10-21T15:03:00.250176Z",
     "iopub.status.idle": "2023-10-21T15:03:00.265179Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.250145Z",
     "shell.execute_reply": "2023-10-21T15:03:00.263782Z"
    },
    "trusted": true
   },
   "execution_count": 32,
   "outputs": [
    {
     "execution_count": 32,
     "output_type": "execute_result",
     "data": {
      "text/plain": "(294, 16)"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "#Join back df2_a0 & df2_a1\n",
    "\n",
    "df3 = pd.concat((df2_a0,df2_a1))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.266951Z",
     "iopub.execute_input": "2023-10-21T15:03:00.267336Z",
     "iopub.status.idle": "2023-10-21T15:03:00.280439Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.267304Z",
     "shell.execute_reply": "2023-10-21T15:03:00.279352Z"
    },
    "trusted": true
   },
   "execution_count": 33,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "print(df2.shape)\n",
    "print(df3.shape)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.282009Z",
     "iopub.execute_input": "2023-10-21T15:03:00.283126Z",
     "iopub.status.idle": "2023-10-21T15:03:00.298754Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.283089Z",
     "shell.execute_reply": "2023-10-21T15:03:00.297431Z"
    },
    "trusted": true
   },
   "execution_count": 34,
   "outputs": [
    {
     "name": "stdout",
     "text": "(653, 16)\n(639, 16)\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "(len(df2) - len(df3))/len(df2)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.300638Z",
     "iopub.execute_input": "2023-10-21T15:03:00.301673Z",
     "iopub.status.idle": "2023-10-21T15:03:00.316312Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.301628Z",
     "shell.execute_reply": "2023-10-21T15:03:00.314864Z"
    },
    "trusted": true
   },
   "execution_count": 35,
   "outputs": [
    {
     "execution_count": 35,
     "output_type": "execute_result",
     "data": {
      "text/plain": "0.021439509954058193"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Overall Outlier Analysis**"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "source": [
    "plt.subplot(1,2,1)\n",
    "sns.boxplot(data = df2  , y = 'Age')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "sns.boxplot(data = df3  , y = 'Age')\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.318394Z",
     "iopub.execute_input": "2023-10-21T15:03:00.319757Z",
     "iopub.status.idle": "2023-10-21T15:03:00.726895Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.319701Z",
     "shell.execute_reply": "2023-10-21T15:03:00.725331Z"
    },
    "trusted": true
   },
   "execution_count": 36,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "q1 = np.percentile(df2['Age'],25)\n",
    "q3 = np.percentile(df2['Age'],75)\n",
    "print(q3 , q1)\n",
    "print()\n",
    "iqr = q3 - q1\n",
    "print(iqr)\n",
    "print()\n",
    "lf = q1 - 1.5 * iqr\n",
    "uf = q3 + 1.5 * iqr\n",
    "print(lf , uf)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.728611Z",
     "iopub.execute_input": "2023-10-21T15:03:00.729364Z",
     "iopub.status.idle": "2023-10-21T15:03:00.739989Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.729316Z",
     "shell.execute_reply": "2023-10-21T15:03:00.738404Z"
    },
    "trusted": true
   },
   "execution_count": 37,
   "outputs": [
    {
     "name": "stdout",
     "text": "38.25 22.58\n\n15.670000000000002\n\n-0.9250000000000043 61.755\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "((df2['Age'] > uf) | (df2['Age'] < lf)).sum()/len(df)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.741838Z",
     "iopub.execute_input": "2023-10-21T15:03:00.742320Z",
     "iopub.status.idle": "2023-10-21T15:03:00.759408Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.742274Z",
     "shell.execute_reply": "2023-10-21T15:03:00.757857Z"
    },
    "trusted": true
   },
   "execution_count": 38,
   "outputs": [
    {
     "execution_count": 38,
     "output_type": "execute_result",
     "data": {
      "text/plain": "0.020289855072463767"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "sns.boxplot(data = df3 , x = 'ApprovalStatus' , y = 'Age')\n",
    "plt.show()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:00.761416Z",
     "iopub.execute_input": "2023-10-21T15:03:00.762021Z",
     "iopub.status.idle": "2023-10-21T15:03:01.021621Z",
     "shell.execute_reply.started": "2023-10-21T15:03:00.761980Z",
     "shell.execute_reply": "2023-10-21T15:03:01.019206Z"
    },
    "trusted": true
   },
   "execution_count": 39,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "sns.pairplot(df2_num , hue = 'ApprovalStatus')\n",
    "plt.show()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:01.023677Z",
     "iopub.execute_input": "2023-10-21T15:03:01.024529Z",
     "iopub.status.idle": "2023-10-21T15:03:18.097938Z",
     "shell.execute_reply.started": "2023-10-21T15:03:01.024467Z",
     "shell.execute_reply": "2023-10-21T15:03:18.097035Z"
    },
    "trusted": true
   },
   "execution_count": 40,
   "outputs": [
    {
     "name": "stderr",
     "text": "/opt/conda/lib/python3.10/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n  self._figure.tight_layout(*args, **kwargs)\n",
     "output_type": "stream"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1617.36x1500 with 42 Axes>",
      "image/png": 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"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df3.head()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:03:46.463990Z",
     "iopub.execute_input": "2023-10-21T15:03:46.465174Z",
     "iopub.status.idle": "2023-10-21T15:03:46.490137Z",
     "shell.execute_reply.started": "2023-10-21T15:03:46.465119Z",
     "shell.execute_reply": "2023-10-21T15:03:46.488656Z"
    },
    "trusted": true
   },
   "execution_count": 41,
   "outputs": [
    {
     "execution_count": 41,
     "output_type": "execute_result",
     "data": {
      "text/plain": "   Gender    Age  Debt Married BankCustomer EducationLevel Ethnicity  \\\n70      b  32.33  7.50       u            g              e        bb   \n72      a  38.58  5.00       u            g             cc         v   \n73      b  44.25  0.50       u            g              m         v   \n74      b  44.83  7.00       y            p              c         v   \n75      b  20.67  5.29       u            g              q         v   \n\n    YearsEmployed PriorDefault Employed  CreditScore DriversLicense Citizen  \\\n70          1.585            t        f            0              t       s   \n72         13.500            t        f            0              t       g   \n73         10.750            t        f            0              f       s   \n74          1.625            f        f            0              f       g   \n75          0.375            t        t            1              f       g   \n\n    ZipCode  Income  ApprovalStatus  \n70      420       0               0  \n72      980       0               0  \n73      400       0               0  \n74      160       2               0  \n75      160       0               0  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Gender</th>\n      <th>Age</th>\n      <th>Debt</th>\n      <th>Married</th>\n      <th>BankCustomer</th>\n      <th>EducationLevel</th>\n      <th>Ethnicity</th>\n      <th>YearsEmployed</th>\n      <th>PriorDefault</th>\n      <th>Employed</th>\n      <th>CreditScore</th>\n      <th>DriversLicense</th>\n      <th>Citizen</th>\n      <th>ZipCode</th>\n      <th>Income</th>\n      <th>ApprovalStatus</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>70</th>\n      <td>b</td>\n      <td>32.33</td>\n      <td>7.50</td>\n      <td>u</td>\n      <td>g</td>\n      <td>e</td>\n      <td>bb</td>\n      <td>1.585</td>\n      <td>t</td>\n      <td>f</td>\n      <td>0</td>\n      <td>t</td>\n      <td>s</td>\n      <td>420</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>a</td>\n      <td>38.58</td>\n      <td>5.00</td>\n      <td>u</td>\n      <td>g</td>\n      <td>cc</td>\n      <td>v</td>\n      <td>13.500</td>\n      <td>t</td>\n      <td>f</td>\n      <td>0</td>\n      <td>t</td>\n      <td>g</td>\n      <td>980</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>b</td>\n      <td>44.25</td>\n      <td>0.50</td>\n      <td>u</td>\n      <td>g</td>\n      <td>m</td>\n      <td>v</td>\n      <td>10.750</td>\n      <td>t</td>\n      <td>f</td>\n      <td>0</td>\n      <td>f</td>\n      <td>s</td>\n      <td>400</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>b</td>\n      <td>44.83</td>\n      <td>7.00</td>\n      <td>y</td>\n      <td>p</td>\n      <td>c</td>\n      <td>v</td>\n      <td>1.625</td>\n      <td>f</td>\n      <td>f</td>\n      <td>0</td>\n      <td>f</td>\n      <td>g</td>\n      <td>160</td>\n      <td>2</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>b</td>\n      <td>20.67</td>\n      <td>5.29</td>\n      <td>u</td>\n      <td>g</td>\n      <td>q</td>\n      <td>v</td>\n      <td>0.375</td>\n      <td>t</td>\n      <td>t</td>\n      <td>1</td>\n      <td>f</td>\n      <td>g</td>\n      <td>160</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df4 = pd.get_dummies(df3)\n",
    "df4.head()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:05:01.949127Z",
     "iopub.execute_input": "2023-10-21T15:05:01.949601Z",
     "iopub.status.idle": "2023-10-21T15:05:01.992353Z",
     "shell.execute_reply.started": "2023-10-21T15:05:01.949550Z",
     "shell.execute_reply": "2023-10-21T15:05:01.991151Z"
    },
    "trusted": true
   },
   "execution_count": 43,
   "outputs": [
    {
     "execution_count": 43,
     "output_type": "execute_result",
     "data": {
      "text/plain": "      Age  Debt  YearsEmployed  CreditScore  ZipCode  Income  ApprovalStatus  \\\n70  32.33  7.50          1.585            0      420       0               0   \n72  38.58  5.00         13.500            0      980       0               0   \n73  44.25  0.50         10.750            0      400       0               0   \n74  44.83  7.00          1.625            0      160       2               0   \n75  20.67  5.29          0.375            1      160       0               0   \n\n    Gender_a  Gender_b  Married_l  ...  Ethnicity_z  PriorDefault_f  \\\n70     False      True      False  ...        False           False   \n72      True     False      False  ...        False           False   \n73     False      True      False  ...        False           False   \n74     False      True      False  ...        False            True   \n75     False      True      False  ...        False           False   \n\n    PriorDefault_t  Employed_f  Employed_t  DriversLicense_f  \\\n70            True        True       False             False   \n72            True        True       False             False   \n73            True        True       False              True   \n74           False        True       False              True   \n75            True       False        True              True   \n\n    DriversLicense_t  Citizen_g  Citizen_p  Citizen_s  \n70              True      False      False       True  \n72              True       True      False      False  \n73             False      False      False       True  \n74             False       True      False      False  \n75             False       True      False      False  \n\n[5 rows x 47 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Age</th>\n      <th>Debt</th>\n      <th>YearsEmployed</th>\n      <th>CreditScore</th>\n      <th>ZipCode</th>\n      <th>Income</th>\n      <th>ApprovalStatus</th>\n      <th>Gender_a</th>\n      <th>Gender_b</th>\n      <th>Married_l</th>\n      <th>...</th>\n      <th>Ethnicity_z</th>\n      <th>PriorDefault_f</th>\n      <th>PriorDefault_t</th>\n      <th>Employed_f</th>\n      <th>Employed_t</th>\n      <th>DriversLicense_f</th>\n      <th>DriversLicense_t</th>\n      <th>Citizen_g</th>\n      <th>Citizen_p</th>\n      <th>Citizen_s</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>70</th>\n      <td>32.33</td>\n      <td>7.50</td>\n      <td>1.585</td>\n      <td>0</td>\n      <td>420</td>\n      <td>0</td>\n      <td>0</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>True</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>38.58</td>\n      <td>5.00</td>\n      <td>13.500</td>\n      <td>0</td>\n      <td>980</td>\n      <td>0</td>\n      <td>0</td>\n      <td>True</td>\n      <td>False</td>\n      <td>False</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>True</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>True</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>44.25</td>\n      <td>0.50</td>\n      <td>10.750</td>\n      <td>0</td>\n      <td>400</td>\n      <td>0</td>\n      <td>0</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>True</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>44.83</td>\n      <td>7.00</td>\n      <td>1.625</td>\n      <td>0</td>\n      <td>160</td>\n      <td>2</td>\n      <td>0</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>...</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>20.67</td>\n      <td>5.29</td>\n      <td>0.375</td>\n      <td>1</td>\n      <td>160</td>\n      <td>0</td>\n      <td>0</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>...</td>\n      <td>False</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>True</td>\n      <td>True</td>\n      <td>False</td>\n      <td>True</td>\n      <td>False</td>\n      <td>False</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 47 columns</p>\n</div>"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "df4['ApprovalStatus'].value_counts()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:05:21.180201Z",
     "iopub.execute_input": "2023-10-21T15:05:21.180657Z",
     "iopub.status.idle": "2023-10-21T15:05:21.192478Z",
     "shell.execute_reply.started": "2023-10-21T15:05:21.180619Z",
     "shell.execute_reply": "2023-10-21T15:05:21.191653Z"
    },
    "trusted": true
   },
   "execution_count": 44,
   "outputs": [
    {
     "execution_count": 44,
     "output_type": "execute_result",
     "data": {
      "text/plain": "ApprovalStatus\n0    345\n1    294\nName: count, dtype: int64"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "X = df4.drop('ApprovalStatus', axis = 'columns')\n",
    "Y = df4['ApprovalStatus']"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:06:06.579898Z",
     "iopub.execute_input": "2023-10-21T15:06:06.580496Z",
     "iopub.status.idle": "2023-10-21T15:06:06.588517Z",
     "shell.execute_reply.started": "2023-10-21T15:06:06.580450Z",
     "shell.execute_reply": "2023-10-21T15:06:06.586878Z"
    },
    "trusted": true
   },
   "execution_count": 45,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "xtrain,xtest,ytrain,ytest = train_test_split(X,Y,train_size=0.8)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:06:45.367533Z",
     "iopub.execute_input": "2023-10-21T15:06:45.368547Z",
     "iopub.status.idle": "2023-10-21T15:06:45.562348Z",
     "shell.execute_reply.started": "2023-10-21T15:06:45.368508Z",
     "shell.execute_reply": "2023-10-21T15:06:45.560887Z"
    },
    "trusted": true
   },
   "execution_count": 46,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import confusion_matrix,classification_report"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:14:35.871918Z",
     "iopub.execute_input": "2023-10-21T15:14:35.873233Z",
     "iopub.status.idle": "2023-10-21T15:14:35.879815Z",
     "shell.execute_reply.started": "2023-10-21T15:14:35.873180Z",
     "shell.execute_reply": "2023-10-21T15:14:35.878337Z"
    },
    "trusted": true
   },
   "execution_count": 54,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "****\n",
    "K_Nearest_Neighbors\n",
    "****"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "source": [
    "model1 = KNeighborsClassifier(n_neighbors=5)\n",
    "model1.fit(xtrain,ytrain)\n",
    "\n",
    "print(\"Train Data Accuracy\" , model1.score(xtrain,ytrain))\n",
    "print(\"Test Data Accuracy\" , model1.score(xtest,ytest))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:10:11.291090Z",
     "iopub.execute_input": "2023-10-21T15:10:11.291555Z",
     "iopub.status.idle": "2023-10-21T15:10:11.447104Z",
     "shell.execute_reply.started": "2023-10-21T15:10:11.291521Z",
     "shell.execute_reply": "2023-10-21T15:10:11.445836Z"
    },
    "trusted": true
   },
   "execution_count": 50,
   "outputs": [
    {
     "name": "stdout",
     "text": "Train Data Accuracy 0.7690802348336595\nTest Data Accuracy 0.6953125\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "confusion_matrix(ytrain , model1.predict(xtrain))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:13:41.469519Z",
     "iopub.execute_input": "2023-10-21T15:13:41.470127Z",
     "iopub.status.idle": "2023-10-21T15:13:41.567611Z",
     "shell.execute_reply.started": "2023-10-21T15:13:41.470081Z",
     "shell.execute_reply": "2023-10-21T15:13:41.566359Z"
    },
    "trusted": true
   },
   "execution_count": 52,
   "outputs": [
    {
     "execution_count": 52,
     "output_type": "execute_result",
     "data": {
      "text/plain": "array([[231,  44],\n       [ 74, 162]])"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "confusion_matrix(ytest , model1.predict(xtest))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:14:23.974032Z",
     "iopub.execute_input": "2023-10-21T15:14:23.974447Z",
     "iopub.status.idle": "2023-10-21T15:14:24.005673Z",
     "shell.execute_reply.started": "2023-10-21T15:14:23.974417Z",
     "shell.execute_reply": "2023-10-21T15:14:24.003409Z"
    },
    "trusted": true
   },
   "execution_count": 53,
   "outputs": [
    {
     "execution_count": 53,
     "output_type": "execute_result",
     "data": {
      "text/plain": "array([[54, 16],\n       [23, 35]])"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(classification_report(ytrain , model1.predict(xtrain)))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:14:58.565143Z",
     "iopub.execute_input": "2023-10-21T15:14:58.565617Z",
     "iopub.status.idle": "2023-10-21T15:14:58.704534Z",
     "shell.execute_reply.started": "2023-10-21T15:14:58.565551Z",
     "shell.execute_reply": "2023-10-21T15:14:58.703653Z"
    },
    "trusted": true
   },
   "execution_count": 56,
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n           0       0.76      0.84      0.80       275\n           1       0.79      0.69      0.73       236\n\n    accuracy                           0.77       511\n   macro avg       0.77      0.76      0.76       511\nweighted avg       0.77      0.77      0.77       511\n\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(classification_report(ytest , model1.predict(xtest)))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:15:10.511189Z",
     "iopub.execute_input": "2023-10-21T15:15:10.511629Z",
     "iopub.status.idle": "2023-10-21T15:15:10.586127Z",
     "shell.execute_reply.started": "2023-10-21T15:15:10.511596Z",
     "shell.execute_reply": "2023-10-21T15:15:10.585169Z"
    },
    "trusted": true
   },
   "execution_count": 57,
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n           0       0.70      0.77      0.73        70\n           1       0.69      0.60      0.64        58\n\n    accuracy                           0.70       128\n   macro avg       0.69      0.69      0.69       128\nweighted avg       0.69      0.70      0.69       128\n\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "****\n",
    "Logistic Regression\n",
    "****"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "source": [
    "model2 = LogisticRegression()\n",
    "model2.fit(xtrain,ytrain)\n",
    "\n",
    "print(\"Train Data Accuracy=\" , model2.score(xtrain,ytrain))\n",
    "print(\"Test Data Accuracy=\" , model2.score(xtest,ytest))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:17:38.683895Z",
     "iopub.execute_input": "2023-10-21T15:17:38.684298Z",
     "iopub.status.idle": "2023-10-21T15:17:38.785234Z",
     "shell.execute_reply.started": "2023-10-21T15:17:38.684267Z",
     "shell.execute_reply": "2023-10-21T15:17:38.783626Z"
    },
    "trusted": true
   },
   "execution_count": 58,
   "outputs": [
    {
     "name": "stdout",
     "text": "Train Data Accuracy= 0.8767123287671232\nTest Data Accuracy= 0.8671875\n",
     "output_type": "stream"
    },
    {
     "name": "stderr",
     "text": "/opt/conda/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\nSTOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n\nIncrease the number of iterations (max_iter) or scale the data as shown in:\n    https://scikit-learn.org/stable/modules/preprocessing.html\nPlease also refer to the documentation for alternative solver options:\n    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n  n_iter_i = _check_optimize_result(\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(classification_report(ytrain , model2.predict(xtrain)))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:18:13.091043Z",
     "iopub.execute_input": "2023-10-21T15:18:13.091519Z",
     "iopub.status.idle": "2023-10-21T15:18:13.131693Z",
     "shell.execute_reply.started": "2023-10-21T15:18:13.091485Z",
     "shell.execute_reply": "2023-10-21T15:18:13.130647Z"
    },
    "trusted": true
   },
   "execution_count": 59,
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n           0       0.90      0.87      0.88       275\n           1       0.86      0.88      0.87       236\n\n    accuracy                           0.88       511\n   macro avg       0.88      0.88      0.88       511\nweighted avg       0.88      0.88      0.88       511\n\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(classification_report(ytest , model2.predict(xtest)))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:18:35.505784Z",
     "iopub.execute_input": "2023-10-21T15:18:35.506244Z",
     "iopub.status.idle": "2023-10-21T15:18:35.527290Z",
     "shell.execute_reply.started": "2023-10-21T15:18:35.506208Z",
     "shell.execute_reply": "2023-10-21T15:18:35.526256Z"
    },
    "trusted": true
   },
   "execution_count": 60,
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n           0       0.86      0.90      0.88        70\n           1       0.87      0.83      0.85        58\n\n    accuracy                           0.87       128\n   macro avg       0.87      0.86      0.87       128\nweighted avg       0.87      0.87      0.87       128\n\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "****\n",
    "Decision Tree Classifier\n",
    "****"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "source": [
    "#Grid Search CV -> to tune hyperparameter for the model\n",
    "\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "model3 = DecisionTreeClassifier()\n",
    "\n",
    "param_grid = {\n",
    "    'max_depth' : [None,1,2,3,4],\n",
    "    'min_samples_split' : [5,7,9,10,11],\n",
    "    'min_samples_leaf' : [1,2,3,4,5,6,7,8,9,10]\n",
    "}\n",
    "\n",
    "#Create a GridSearchCV object\n",
    "grid_search = GridSearchCV(model3 , param_grid , cv=5)\n",
    "\n",
    "#fit the data into grid search object\n",
    "grid_search.fit(X,Y)\n",
    "\n",
    "#Best Hyperparameter\n",
    "print(\"Best Hyperparameter:\" , grid_search.best_params_)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:29:18.112780Z",
     "iopub.execute_input": "2023-10-21T15:29:18.113196Z",
     "iopub.status.idle": "2023-10-21T15:29:30.229135Z",
     "shell.execute_reply.started": "2023-10-21T15:29:18.113165Z",
     "shell.execute_reply": "2023-10-21T15:29:30.228263Z"
    },
    "trusted": true
   },
   "execution_count": 65,
   "outputs": [
    {
     "name": "stdout",
     "text": "Best Hyperparameter: {'max_depth': 1, 'min_samples_leaf': 1, 'min_samples_split': 5}\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "model4 = DecisionTreeClassifier(max_depth = 1, min_samples_leaf = 1, min_samples_split = 5)\n",
    "model4.fit(xtrain,ytrain)\n",
    "\n",
    "print(\"Train Data Accuracy=\" , model4.score(xtrain,ytrain))\n",
    "print(\"Test Data Accuracy=\" , model4.score(xtest,ytest))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:29:33.576763Z",
     "iopub.execute_input": "2023-10-21T15:29:33.577344Z",
     "iopub.status.idle": "2023-10-21T15:29:33.606449Z",
     "shell.execute_reply.started": "2023-10-21T15:29:33.577301Z",
     "shell.execute_reply": "2023-10-21T15:29:33.605163Z"
    },
    "trusted": true
   },
   "execution_count": 66,
   "outputs": [
    {
     "name": "stdout",
     "text": "Train Data Accuracy= 0.8688845401174168\nTest Data Accuracy= 0.8671875\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(classification_report(ytrain , model4.predict(xtrain)))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:30:18.447642Z",
     "iopub.execute_input": "2023-10-21T15:30:18.448081Z",
     "iopub.status.idle": "2023-10-21T15:30:18.470077Z",
     "shell.execute_reply.started": "2023-10-21T15:30:18.448044Z",
     "shell.execute_reply": "2023-10-21T15:30:18.468715Z"
    },
    "trusted": true
   },
   "execution_count": 67,
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n           0       0.94      0.81      0.87       275\n           1       0.81      0.94      0.87       236\n\n    accuracy                           0.87       511\n   macro avg       0.87      0.87      0.87       511\nweighted avg       0.88      0.87      0.87       511\n\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(classification_report(ytest , model4.predict(xtest)))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:30:43.184138Z",
     "iopub.execute_input": "2023-10-21T15:30:43.184566Z",
     "iopub.status.idle": "2023-10-21T15:30:43.205556Z",
     "shell.execute_reply.started": "2023-10-21T15:30:43.184534Z",
     "shell.execute_reply": "2023-10-21T15:30:43.204442Z"
    },
    "trusted": true
   },
   "execution_count": 68,
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n           0       0.95      0.80      0.87        70\n           1       0.80      0.95      0.87        58\n\n    accuracy                           0.87       128\n   macro avg       0.87      0.87      0.87       128\nweighted avg       0.88      0.87      0.87       128\n\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "****\n",
    "Random Forest Classifier\n",
    "****"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "source": [
    "#Grid Search CV -> to tune hyperparameter for the model\n",
    "\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "model5 = RandomForestClassifier()\n",
    "\n",
    "param_grid = {\n",
    "    'n_estimators' : [5,10,20,40,80],\n",
    "    'max_depth' : [None,1,2,3,4],\n",
    "    'min_samples_split' : [5,7,9,10,11],\n",
    "    'min_samples_leaf' : [1,2,3,4,5,6,7,8,9,10]\n",
    "}\n",
    "\n",
    "#Create a GridSearchCV object\n",
    "grid_search = GridSearchCV(model5 , param_grid , cv=5)\n",
    "\n",
    "#fit the data into grid search object\n",
    "grid_search.fit(X,Y)\n",
    "\n",
    "#Best Hyperparameter\n",
    "print(\"Best Hyperparameter:\" , grid_search.best_params_)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:35:28.527437Z",
     "iopub.execute_input": "2023-10-21T15:35:28.528826Z",
     "iopub.status.idle": "2023-10-21T15:44:20.973824Z",
     "shell.execute_reply.started": "2023-10-21T15:35:28.528774Z",
     "shell.execute_reply": "2023-10-21T15:44:20.972451Z"
    },
    "trusted": true
   },
   "execution_count": 70,
   "outputs": [
    {
     "name": "stdout",
     "text": "Best Hyperparameter: {'max_depth': 1, 'min_samples_leaf': 7, 'min_samples_split': 9, 'n_estimators': 80}\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "model6 = RandomForestClassifier(max_depth = 1, min_samples_leaf =  7, \n",
    "                                min_samples_split = 9, n_estimators = 80)\n",
    "\n",
    "model6.fit(xtrain,ytrain)\n",
    "\n",
    "print(\"Train Data Accuracy=\" , model6.score(xtrain,ytrain))\n",
    "print(\"Test Data Accuracy=\" , model6.score(xtest,ytest))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:51:55.530286Z",
     "iopub.execute_input": "2023-10-21T15:51:55.530875Z",
     "iopub.status.idle": "2023-10-21T15:51:55.761458Z",
     "shell.execute_reply.started": "2023-10-21T15:51:55.530826Z",
     "shell.execute_reply": "2023-10-21T15:51:55.760323Z"
    },
    "trusted": true
   },
   "execution_count": 71,
   "outputs": [
    {
     "name": "stdout",
     "text": "Train Data Accuracy= 0.8786692759295499\nTest Data Accuracy= 0.8828125\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(classification_report(ytrain , model6.predict(xtrain)))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:52:08.626206Z",
     "iopub.execute_input": "2023-10-21T15:52:08.629697Z",
     "iopub.status.idle": "2023-10-21T15:52:08.678050Z",
     "shell.execute_reply.started": "2023-10-21T15:52:08.629513Z",
     "shell.execute_reply": "2023-10-21T15:52:08.675866Z"
    },
    "trusted": true
   },
   "execution_count": 72,
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n           0       0.85      0.94      0.89       275\n           1       0.92      0.81      0.86       236\n\n    accuracy                           0.88       511\n   macro avg       0.89      0.87      0.88       511\nweighted avg       0.88      0.88      0.88       511\n\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(classification_report(ytest , model4.predict(xtest)))"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:52:20.714187Z",
     "iopub.execute_input": "2023-10-21T15:52:20.714807Z",
     "iopub.status.idle": "2023-10-21T15:52:20.741041Z",
     "shell.execute_reply.started": "2023-10-21T15:52:20.714762Z",
     "shell.execute_reply": "2023-10-21T15:52:20.738835Z"
    },
    "trusted": true
   },
   "execution_count": 73,
   "outputs": [
    {
     "name": "stdout",
     "text": "              precision    recall  f1-score   support\n\n           0       0.95      0.80      0.87        70\n           1       0.80      0.95      0.87        58\n\n    accuracy                           0.87       128\n   macro avg       0.87      0.87      0.87       128\nweighted avg       0.88      0.87      0.87       128\n\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "**ROC AUC Curve**"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "source": [
    "from sklearn.metrics import roc_curve,roc_auc_score"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:53:20.103640Z",
     "iopub.execute_input": "2023-10-21T15:53:20.104144Z",
     "iopub.status.idle": "2023-10-21T15:53:20.111316Z",
     "shell.execute_reply.started": "2023-10-21T15:53:20.104103Z",
     "shell.execute_reply": "2023-10-21T15:53:20.109404Z"
    },
    "trusted": true
   },
   "execution_count": 74,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "#model1.predict_proba(xtrain)[:,1]"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:54:40.037239Z",
     "iopub.execute_input": "2023-10-21T15:54:40.037788Z",
     "iopub.status.idle": "2023-10-21T15:54:40.044605Z",
     "shell.execute_reply.started": "2023-10-21T15:54:40.037749Z",
     "shell.execute_reply": "2023-10-21T15:54:40.042960Z"
    },
    "trusted": true
   },
   "execution_count": 78,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "aucKNN = roc_auc_score(ytrain , model1.predict_proba(xtrain)[:,1])\n",
    "aucLogistic = roc_auc_score(ytrain , model2.predict_proba(xtrain)[:,1])\n",
    "aucDTC = roc_auc_score(ytrain , model4.predict_proba(xtrain)[:,1])\n",
    "aucRFC = roc_auc_score(ytrain , model6.predict_proba(xtrain)[:,1])\n",
    "\n",
    "print(\"KNN=\", aucKNN)\n",
    "print(\"Logistic=\", aucLogistic)\n",
    "print(\"DecisionTreeClassifier=\", aucDTC)\n",
    "print(\"RandomForestClassifier=\", aucRFC)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:56:30.844443Z",
     "iopub.execute_input": "2023-10-21T15:56:30.844988Z",
     "iopub.status.idle": "2023-10-21T15:56:30.907543Z",
     "shell.execute_reply.started": "2023-10-21T15:56:30.844945Z",
     "shell.execute_reply": "2023-10-21T15:56:30.905958Z"
    },
    "trusted": true
   },
   "execution_count": 79,
   "outputs": [
    {
     "name": "stdout",
     "text": "KNN= 0.8620030816640986\nLogistic= 0.939784283513097\nDecisionTreeClassifier= 0.8736748844375962\nRandomForestClassifier= 0.9364560862865947\n",
     "output_type": "stream"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "fprKNN,tprKNN,threshKNN = roc_curve(ytrain , model1.predict_proba(xtrain)[:,1])\n",
    "fprLogistic,tprLogistic,threshLogistic = roc_curve(ytrain , model2.predict_proba(xtrain)[:,1])\n",
    "fprDTC,tprDTC,threshDTC = roc_curve(ytrain , model4.predict_proba(xtrain)[:,1])\n",
    "fprRFC,tprRFC,threshRFC = roc_curve(ytrain , model6.predict_proba(xtrain)[:,1])"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T15:58:20.781067Z",
     "iopub.execute_input": "2023-10-21T15:58:20.781583Z",
     "iopub.status.idle": "2023-10-21T15:58:20.842768Z",
     "shell.execute_reply.started": "2023-10-21T15:58:20.781535Z",
     "shell.execute_reply": "2023-10-21T15:58:20.840373Z"
    },
    "trusted": true
   },
   "execution_count": 80,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(fprKNN , tprKNN , marker = '*' , label = \"KNN\")\n",
    "plt.plot(fprLogistic, tprLogistic , marker = '*' , label = \"Logistc\")\n",
    "plt.plot(fprDTC ,tprDTC , marker = '*' , label = \"Decision Tree Classifier\")\n",
    "plt.plot(fprRFC ,tprRFC , marker = '*' , label = \"Random Forest Classifier\")\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2023-10-21T16:00:15.630561Z",
     "iopub.execute_input": "2023-10-21T16:00:15.630994Z",
     "iopub.status.idle": "2023-10-21T16:00:15.972005Z",
     "shell.execute_reply.started": "2023-10-21T16:00:15.630962Z",
     "shell.execute_reply": "2023-10-21T16:00:15.970877Z"
    },
    "trusted": true
   },
   "execution_count": 82,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [],
   "metadata": {},
   "execution_count": null,
   "outputs": []
  }
 ]
}
